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The text describes a project to build a machine learning system that predicts an individual’s MBTI type from online written interactions such as posts, comments, and blogs. The approach relies on four dichotomies—Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, Judging/Perceiving—and aims to support career development, team dynamics, coaching, and customer experience through language-personality insights.",{"@graph":69,"@context":123},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/myers-briggs-personality-prediction-abstract-keywords-and-introduction/293344/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/myers-briggs-personality-prediction-abstract-keywords-and-introduction/293344.png","ImageObject",300,407,{"name":92,"@type":93},"Emma Mercer","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-10-27","2026-09-17",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",14,{"@type":107,"mainEntity":108},"FAQPage",[109,115,119],{"name":110,"@type":111,"acceptedAnswer":112},"What is MBTI and what does it measure?","Question",{"text":113,"@type":114},"MBTI is a psychological evaluation instrument that assesses personality preferences across four dichotomies: Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving.","Answer",{"name":116,"@type":111,"acceptedAnswer":117},"How is the MBTI prediction project intended to work?",{"text":118,"@type":114},"The project aims to develop a machine learning system that predicts an individual’s MBTI type from their online written interactions such as social media posts, comments, and blogs.",{"name":120,"@type":111,"acceptedAnswer":121},"Why combine MBTI with machine learning and NLP?",{"text":122,"@type":114},"Using MBTI with NLP and ML is expected to improve applications like team dynamics, personalized coaching programs, and customer experience by identifying language patterns related to personality types.","https://schema.org",{"og:url":83,"og:type":125,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":127,"canonical":83},"index,follow",{"doc_id":129,"site_id":62},293344,1789662636,{"code":4,"msg":5,"data":132},{"doc_id":129,"user_id":133,"nickname":92,"user_avatar":134,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":44,"language":140,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":141,"faqs":142,"seo_title":143,"seo_description":67,"update_tm":130,"read_time":144,"preview_page_count":4},962084925502,"https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8","Myers-Briggs Personality Prediction  \nRohith Muralidharan, Neenu Kuriakose, Sangeetha J  \nAbstract: The Myers-Briggs Type Indicator (MBTI) is one of the most commonly used tool for assessing an individual's personality. This tool allows us to identify the psychological proclivity in the way they take decisions and perceive the world. MBTI has it’s applications spread across several fields which include career development and personal growth. This test consists of a set of questions which are specifically designed to evaluate and measure an individual's choices based on four dichotomies-Extraversion (E) vs. Introversion (I), Sensing (S) vs. Intuition (N), Thinking (T) vs. Feeling (F), and Judging (J) vs. Perceiving (P). Myers-Briggs Personality Prediction project aims to develop and deploy a system using machine learning which is capable of predicting one's MBTI personality type based on their online written interactions such as social media posts, comments, blogs etc. This project has significant implications for various applications, including improving customer experience, optimizing team dynamics, and developing personalized coaching programs. Through this project, we hope to gain a deeper understanding of how language use and personality type are related and to develop a robust tool for personality prediction.  \nKeywords: Python, Machine Learning, XGBoost, Supervised learning.  \nI. INTRODUCTION  \nA psychological evaluation instrument called the Myers-Briggs Type Indicator (MBTI) aids people in determining their psychological preferences for how they seethe outside world and make judgements. The MBTI was created by Katharine Cook Briggs and Isabel Briggs Myers, her daughter, and is based on Carl Jung's idea of psychological types. The MBTI is frequently employed in many different contexts, such as job development, team building, and personal development. An individual's preferences on four dichotomies are measured by a series of questions in the assessment: Extraversion (E) vs. Introversion (I), Sensing (S) vs. Intuition (N), Thinking (T) vs. Feeling (F), and Judging (J) vs. Perceiving (P) [12] .  \nThe difference between an individual's preference for exterior world that includes other people, events, and objects (Extraversion) or the interior world consisting of thoughts, feelings, and reflections (Introversion) is measured by their extraversion (E) or introversion (I) . A person's choice for either definite information gained through the five senses  \nManuscript received on 28 April 2023 | Revised Manuscript received on 08 May 2023 | Manuscript Accepted on 15 May 2023 | Manuscript published on 30 December 2023.  \n*Correspondence Author(s)  \nRohith Muralidharan*, Department of Computer Science, St. Albert ’s College (Autonomous), Ernakulam, India. Email: [rohith519@gmail.com](rohith519@gmail.com), ORCID ID: 0009-0007-9967-9293  \nNeenu Kuriakose, Department of Computer Science, St. Albert ’s College (Autonomous), Ernakulam, India. Email: [neenuannaa@gmail.com](neenuannaa@gmail.com), ORCID ID: 0000-0002-9942-2160  \nSangeetha J, Department of Computer Science, St. Albert ’s College  \n(Autonomous), Ernakulam, India. Email: [sangiprathap@gmail.com](sangiprathap@gmail.com)  \n© The Authors. Published by Lattice Science Publication (LSP) . This is an open access article under the CC-BY-NC-ND license ([http://creativecommons.org/licenses/by-nc-nd/4.0/](http://creativecommons.org/licenses/by-nc-nd/4.0/))  \n(Sensing) or conceptual knowledge and patterns (Intuition) is measured by the Sensing vs. Intuition scale (S vs. N) . Aperson's preference for choosing options based on logic and unbiased criteria (Thinking) or on personal values as well as emotions (Feeling) is measured by the Thinking (T) vs. Feeling (F) scale. The Judging vs Perceiving scale comparesa person's preference for a rigid and planned lifestyle (Judging) to one that is adaptable and unplanned (Perceiving) .  \nEach dichotomy in the MBTI evaluation produces a score betw","cbCaiosmXfOs33M3","https://ap.wps.com/l/cbCaiosmXfOs33M3","pdf",722692,"English","# Introduction\n## MBTI and its Dichotomies\n## Motivation for Machine Learning and NLP","[{\"question\":\"What is MBTI and what does it measure?\",\"answer\":\"MBTI is a psychological evaluation instrument that assesses personality preferences across four dichotomies: Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving.\"},{\"question\":\"How is the MBTI prediction project intended to work?\",\"answer\":\"The project aims to develop a machine learning system that predicts an individual’s MBTI type from their online written interactions such as social media posts, comments, and blogs.\"},{\"question\":\"Why combine MBTI with machine learning and NLP?\",\"answer\":\"Using MBTI with NLP and ML is expected to improve applications like team dynamics, personalized coaching programs, and customer experience by identifying language patterns related to personality types.\"}]","Myers-Briggs Personality Prediction - Abstract, Keywords and Introduction | PDF",23]